Traditional testing often falls short, focusing solely on basic functionality and neglecting the critical areas that truly impact the AI Model’s success. Don’t let non-deterministic nature of AI Model impact your business’ determining ability. Introducing our comprehensive “AI Model Testing” service, designed to go beyond the ordinary and address the unique challenges posed by it.
The Nuances
AI Model testing can be challenging because of following factors,
Different behavior for the same inputs – the behavior can change with change in test / training data
quality of data
Large amount of data to train the models, and data quality in terms of bias, skewness etc.
Understanding of data for strata, their representation, and sampling – human bias, noised data etc.
Data interpretability – it being a black-box, when it comes to it working or explainability of data
Domain knowledge is necessary to understand data, feature engineering, results interpretability and applicability etc.
Our Differentiators
Forget generic AI Model testing that misses the mark. Our service offers a comprehensive and differentiated approach that covers different testing methodologies and determining factors:
AI leaders believe that establishing trust in
AI systems through rigorous testing and validation is a critical success factor.
Benefits
Independent and Objective Evaluation
Eliminates potential biases that might exist within an internal development team. Neutral and objective assessment of your AI model's performance across all measures – reliable evaluation that identifies true strengths and weaknesses.
Access to Specialized
Expertise
In-depth knowledge and experience in latest AI model testing tools, techniques, and methodologies – identify issues that generalists might miss.
Scalability and Cost Effectiveness
Scalable testing solutions tailored to the complexity of your model and data sets – deliver thorough testing without unnecessary expense.
Benchmarking and Industry Standards
Compare model’s performance against industry benchmarks and relevant standards, providing valuable insights into its competitiveness – helps in identifying areas for improvement to meets industry best practices.
Confidentiality and Intellectual Property Protection
Prioritize the security and confidentiality of your data and intellectual property – peace of mind knowing your proprietary data is protected.
Fresh Perspectives and Continuous Improvements
Bring a fresh and unbiased perspective to your AI model – leading to the discovery of potential hidden problems.
Our Approach
Understand the problem statement and set objectives.
Evaluate data applicability
Algorithm used vis-à-vis alternatives available / evaluated
Data Pipeline functioning
- Model type and functioning
- Hyperparameters and scoring
- Evaluation parameters and scoring
Compliance and Ethical testing
Continuous monitoring and update
Engagement Models
Consulting
Services
• Data Analysis ( Gaps Capability, Feasibility)
• Forming Objectives
• Recommendations
AI Model Testing as a Service
• On Premise / Cloud Based Testing
• Custom Engagement Models
• Choice of Service Locations
• Trainings
Tools / Technology / Expertise
As no two models are the same, we tailor our approach to your unique needs. Our expertise in technology and domains provides an edge over generalists. Trust our established practices and robust metrics to deliver complete and robust AI Model evaluations. Partner with us for a AI driven future.
Customer Success
Automate with Intelligence Achieve Flawless Testing
In the ever-evolving landscape of software development, ensuring flawless testing is paramount. Kairos introduces KiTAP, your intelligent test automation partner. KiTAP empowers you to streamline your testing process, enhance accuracy, and accelerate delivery. Leverage AI-powered test case generation, self-healing capabilities, and powerful reporting tools to achieve exceptional software quality with unprecedented efficiency.
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Testing
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